DocumentCode
1685709
Title
Host-based intrusion detection using self-organizing maps
Author
Lichodzijewski, Peter ; Zincir-Heywood, A. Nur ; Heywood, Malcolm I.
Author_Institution
Fac. of Comput. Sci., Dalhousie Univ., Halifax, NS, Canada
Volume
2
fYear
2002
fDate
6/24/1905 12:00:00 AM
Firstpage
1714
Lastpage
1719
Abstract
Hierarchical SOMs are applied to the problem of host based intrusion detection on computer networks. Unlike systems based on operating system audit trails, the approach operates on real-time data without extensive off-line training and with minimal expert knowledge. Specific recommendations are made regarding the representation of time, network parameters and SOM architecture
Keywords
computer networks; real-time systems; security of data; self-organising feature maps; telecommunication security; computer networks; hierarchical SOM; host-based intrusion detection; network parameters; real-time data; self-organizing maps; time representation; Computer architecture; Computer networks; Computer science; Intrusion detection; Monitoring; Operating systems; Protection; Real time systems; Self organizing feature maps; Unsupervised learning;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2002. IJCNN '02. Proceedings of the 2002 International Joint Conference on
Conference_Location
Honolulu, HI
ISSN
1098-7576
Print_ISBN
0-7803-7278-6
Type
conf
DOI
10.1109/IJCNN.2002.1007776
Filename
1007776
Link To Document